---
license: cc
license_name: license
license_link: LICENSE
configs:
- config_name: default
  data_files:
  - split: train
    path: dataset.csv
---

The SAR data are obtained from the UMBRA Open Data Program (https://umbra.space/open-data/).

The dataset has been created combining the WorldCover by ESA (https://esa-worldcover.org/en) with the UMBRA images.

BIOME information has been extracted from the RESOLVE biome dataset (https://ecoregions.appspot.com/).

Reverse geo-coding with OSM nominatim (https://nominatim.openstreetmap.org).

(more details asap)

**License**: Same as UMBRA Open Data Program in 31/01/2025

**Last extraction from UMBRA Open Data**: 08/12/2024

![image/png](https://cdn-uploads.huggingface.co/production/uploads/64bc339bef8c0e42bf08617b/LvcpsMovWy34b-2z6oy13.png)